The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Machine Learning skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Machine Learning over the 3 months to 23 June 2017 with a comparison to the same period in the previous 2 years.

Machine Learning
UK / England
3 months to
23 Jun 2017
Same period 2016 Same period 2015
Rank 202 295 540
Rank change year-on-year +93 +245  
Permanent jobs citing Machine Learning 1440 994 460
As % of all permanent IT jobs advertised in England 1.72% 1.08% 0.44%
As % of the Processes & Methodologies category 1.92% 1.21% 0.50%
Number of salaries quoted 1198 875 390
Median salary £62,500 £60,000 £60,000
Median salary % change year-on-year +4.16% -  
90% offered a salary of more than £37,500 £40,000 £37,500
10% offered a salary of more than £90,000 £90,000 £100,000
UK excluding London median salary £50,000 £50,000 £50,000

Machine Learning is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for process and methodology skills.

Process & Methodology Skills
England
Permanent job vacancies with a requirement for process and methodology skills 75125 82244 91401
As % of all permanent IT job vacancies advertised in England 89.68% 89.02% 87.91%
Number of salaries quoted 60990 69535 75555
Median salary £51,500 £50,000 £50,000
Median salary % change year-on-year +3.00% -  
90% offered a salary of more than £32,500 £32,500 £31,523
10% offered a salary of more than £80,000 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Machine Learning
Job Vacancy Trend in England

The job posting trend of jobs advertised in England citing Machine Learning as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Machine Learning in England

Machine Learning
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Machine Learning in England.

Salary trend for Machine Learning in England

Machine Learning
Salary Histogram in England

The salary distribution of IT jobs citing Machine Learning in England over the 3 months to 23 June 2017.

Salary histogram for Machine Learning in England

Machine Learning
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Machine Learning within the England region over the 3 months to 23 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +34 833 £67,500 +8.00% 148
East of England +121 217 £50,000 +5.26% 36
North West +63 147 £52,000 +30.00% 18
South East +82 137 £58,750 +23.68% 14
West Midlands +35 36 £40,000 -20.00% 8
South West -15 36 £51,250 -5.09% 11
East Midlands +40 28 £42,500 -19.04% 3
North East +26 10 £35,000 -46.15% 1
Yorkshire +11 10 £61,250 -5.76% 3
Midlands - 3 £85,000 - 11
Machine Learning
UK

For the 6 months to 23 June 2017, IT jobs citing Machine Learning also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the England region with a requirement for Machine Learning.

1 1526 (58.56%) Python
2 940 (36.07%) Java
3 927 (35.57%) Big Data
4 844 (32.39%) Analytics
5 749 (28.74%) Algorithms
6 734 (28.17%) SQL
7 709 (27.21%) Agile Software Development
8 683 (26.21%) PhD
9 661 (25.36%) R
10 629 (24.14%) Degree
11 628 (24.10%) Mathematics
12 605 (23.22%) Computer Science
13 576 (22.10%) C++
14 542 (20.80%) Hadoop
15 535 (20.53%) Finance
16 510 (19.57%) Apache Spark
17 491 (18.84%) Artificial Intelligence
18 484 (18.57%) Software Engineering
19 432 (16.58%) Statistics
20 410 (15.73%) Scala
21 349 (13.39%) Visualisation
22 344 (13.20%) Amazon AWS
22 344 (13.20%) Physics
22 344 (13.20%) Analytical Skills
23 342 (13.12%) C#
24 337 (12.93%) JavaScript
25 336 (12.89%) Natural Language Processing
26 315 (12.09%) Business Intelligence
27 311 (11.93%) NoSQL
28 287 (11.01%) DevOps

Machine Learning
Co-occurring IT Skills in England by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 510 (19.57%) Apache Spark
2 174 (6.68%) SAS
3 137 (5.26%) Elasticsearch
4 123 (4.72%) Apache
5 74 (2.84%) Apache Solr
6 43 (1.65%) Apache Pig
7 31 (1.19%) Tomcat
8 26 (1.00%) Tornado
9 16 (0.61%) CMS
10 13 (0.50%) WebSphere
11 12 (0.46%) Apache Airflow
11 12 (0.46%) DNN
12 9 (0.35%) Confluence
12 9 (0.35%) WebLogic
13 8 (0.31%) Ethereum
13 8 (0.31%) nginx
13 8 (0.31%) OpenStack
13 8 (0.31%) SharePoint
14 7 (0.27%) Jupyter
14 7 (0.27%) Luigi
Applications
1 60 (2.30%) Microsoft Excel
2 53 (2.03%) SPSS
3 27 (1.04%) Microsoft Office
4 24 (0.92%) Microsoft PowerPoint
5 7 (0.27%) Chatbot
6 6 (0.23%) Microsoft Project
6 6 (0.23%) Weka
7 4 (0.15%) SPSS Modeler
7 4 (0.15%) Stata
8 3 (0.12%) S-PLUS
8 3 (0.12%) Spreadsheet
9 2 (0.077%) EViews
9 2 (0.077%) Gephi
9 2 (0.077%) GNU Octave
10 1 (0.038%) Adobe Illustrator
10 1 (0.038%) Photoshop
Business Applications
1 82 (3.15%) SAP Oil and Gas
2 6 (0.23%) Revive Adserver
3 4 (0.15%) CaseMap
3 4 (0.15%) Relativity
3 4 (0.15%) SAP InfiniteInsight
4 3 (0.12%) Sentinel
5 2 (0.077%) FastStats
6 1 (0.038%) Cognos Business Intelligence
6 1 (0.038%) Infor M3
6 1 (0.038%) Oracle AML
6 1 (0.038%) Payment Gateway
6 1 (0.038%) SAP ERP
Cloud Services
1 344 (13.20%) Amazon AWS
2 238 (9.13%) Microsoft Azure
3 124 (4.76%) Google Cloud Platform
4 92 (3.53%) Azure Machine Learning
5 58 (2.23%) SaaS
6 45 (1.73%) Cloud Computing
7 36 (1.38%) Amazon EMR
8 34 (1.30%) GitHub
9 28 (1.07%) Amazon EC2
10 21 (0.81%) Amazon S3
10 21 (0.81%) AWS CloudFormation
11 16 (0.61%) Azure Data Factory
12 15 (0.58%) AWS Lambda
12 15 (0.58%) PaaS
13 14 (0.54%) Amazon CloudWatch
14 11 (0.42%) Google Analytics
14 11 (0.42%) IaaS
15 10 (0.38%) Amazon Kinesis
15 10 (0.38%) CloudFront
15 10 (0.38%) Route 53
Communications & Networking
1 36 (1.38%) Internet
2 14 (0.54%) Firewall
3 12 (0.46%) HTTP
3 12 (0.46%) TCP/IP
4 10 (0.38%) Ethernet
4 10 (0.38%) InfiniBand
4 10 (0.38%) Network Security
5 8 (0.31%) OpenVPN
6 4 (0.15%) DNS
7 3 (0.12%) Broadband
7 3 (0.12%) Cisco ASA
7 3 (0.12%) MVNO
7 3 (0.12%) Wireshark
8 2 (0.077%) 802.11
8 2 (0.077%) DHCP
8 2 (0.077%) LTE
8 2 (0.077%) NFC
8 2 (0.077%) SMS
8 2 (0.077%) Wi-Fi
8 2 (0.077%) Wireless
Database & Business Intelligence
1 927 (35.57%) Big Data
2 542 (20.80%) Hadoop
3 311 (11.93%) NoSQL
4 259 (9.94%) Data Mining
5 214 (8.21%) SQL Server
6 207 (7.94%) MongoDB
7 180 (6.91%) Data Warehouse
8 147 (5.64%) Relational Database
9 140 (5.37%) Apache Hive
10 120 (4.60%) PostgreSQL
11 113 (4.34%) Apache Cassandra
12 102 (3.91%) MySQL
13 94 (3.61%) SQL Server Integration Services
14 92 (3.53%) QlikView
15 91 (3.49%) SQL Server Reporting Services
16 90 (3.45%) Power BI
17 71 (2.72%) SQL Server Analysis Services
18 62 (2.38%) Redis
19 59 (2.26%) Text Mining
20 56 (2.15%) RDBMS
Development Applications
1 228 (8.75%) Git (software)
2 59 (2.26%) JIRA
3 47 (1.80%) Jenkins
4 44 (1.69%) Selenium
5 31 (1.19%) Team Foundation Server
6 23 (0.88%) Gradle
6 23 (0.88%) Maven
6 23 (0.88%) Subversion
7 21 (0.81%) TeamCity
8 19 (0.73%) Visual Studio
9 17 (0.65%) Cucumber
9 17 (0.65%) JUnit
10 16 (0.61%) SpecFlow
11 13 (0.50%) LabVIEW
11 13 (0.50%) Mocha
12 12 (0.46%) Ant
12 12 (0.46%) gulp
12 12 (0.46%) Octopus Deploy
12 12 (0.46%) Vagrant
13 11 (0.42%) GitLab
General
1 535 (20.53%) Finance
2 242 (9.29%) Marketing
3 152 (5.83%) Telecoms
4 117 (4.49%) Electronics
5 113 (4.34%) Retail
6 100 (3.84%) Games
7 98 (3.76%) Manufacturing
8 95 (3.65%) Banking
9 49 (1.88%) Advertising
10 39 (1.50%) Financial Institution
11 36 (1.38%) Publishing
12 27 (1.04%) Automotive
13 20 (0.77%) Investment Banking
13 20 (0.77%) Pharmaceutical
14 17 (0.65%) Law
15 12 (0.46%) Legal
16 11 (0.42%) Italian Language
16 11 (0.42%) Retail Banking
17 10 (0.38%) French Language
17 10 (0.38%) Spanish Language
Job Titles
1 690 (26.48%) Developer
2 642 (24.64%) Data Scientist
3 204 (7.83%) Software Engineer
4 172 (6.60%) Senior Data Scientist
5 171 (6.56%) Java Developer
6 153 (5.87%) Architect
7 144 (5.53%) Python Developer
7 144 (5.53%) Software Developer
8 140 (5.37%) Senior Developer
9 135 (5.18%) Machine Learning Engineer
10 114 (4.37%) Machine Learning Developer
11 102 (3.91%) Analyst
12 101 (3.88%) Data Engineer
13 97 (3.72%) Consultant
14 94 (3.61%) Machine Learning Scientist
15 90 (3.45%) Graduate
16 73 (2.80%) DevOps Engineer
17 65 (2.49%) Java Engineer
18 61 (2.34%) C++ Developer
19 58 (2.23%) Full Stack Developer
Libraries, Frameworks & Software Standards
1 336 (12.89%) Natural Language Processing
2 226 (8.67%) .NET
3 220 (8.44%) AngularJS
4 190 (7.29%) Node.js
5 152 (5.83%) HTML
6 141 (5.41%) React
7 140 (5.37%) Web Services
8 129 (4.95%) CSS
9 126 (4.83%) RESTful
10 111 (4.26%) REST
11 104 (3.99%) TensorFlow
12 98 (3.76%) Kafka
13 88 (3.38%) ASP.NET
14 79 (3.03%) Django
15 76 (2.92%) Spring
16 70 (2.69%) Flask
17 64 (2.46%) HTML5
18 62 (2.38%) scikit-learn
19 60 (2.30%) XML
20 58 (2.23%) Lucene
Miscellaneous
1 749 (28.74%) Algorithms
2 605 (23.22%) Computer Science
3 344 (13.20%) Analytical Skills
4 194 (7.44%) Greenfield Project
5 115 (4.41%) Fintech
6 94 (3.61%) User Experience
7 74 (2.84%) Mobile App
8 63 (2.42%) Robotics
9 60 (2.30%) Data Structures
9 60 (2.30%) Public Cloud
10 43 (1.65%) Smart City
10 43 (1.65%) Social Media
11 40 (1.53%) Field-Programmable Gate Array
12 34 (1.30%) Management Information System
13 33 (1.27%) Augmented Reality
14 32 (1.23%) Virtual Team
15 25 (0.96%) Smart Home
16 23 (0.88%) Internet of Things
17 22 (0.84%) Hybrid Cloud
18 19 (0.73%) Semantic Web
Operating Systems
1 285 (10.94%) Linux
2 116 (4.45%) Windows
3 78 (2.99%) Unix
4 59 (2.26%) Android
5 52 (2.00%) Apple iOS
6 7 (0.27%) CentOS
6 7 (0.27%) Ubuntu
7 5 (0.19%) Red Hat Enterprise Linux
8 4 (0.15%) Mac OS
9 3 (0.12%) Debian
10 2 (0.077%) Embedded Linux
10 2 (0.077%) Windows Server
11 1 (0.038%) CoreOS
11 1 (0.038%) Mac OS X
11 1 (0.038%) Windows Server 2012
Processes & Methodologies
1 844 (32.39%) Analytics
2 709 (27.21%) Agile Software Development
3 628 (24.10%) Mathematics
4 491 (18.84%) Artificial Intelligence
5 484 (18.57%) Software Engineering
6 432 (16.58%) Statistics
7 349 (13.39%) Visualisation
8 344 (13.20%) Physics
9 315 (12.09%) Business Intelligence
10 287 (11.01%) DevOps
11 272 (10.44%) TDD
12 270 (10.36%) Deep Learning
13 265 (10.17%) Data Visualisation
14 229 (8.79%) Data Analytics
15 200 (7.67%) Open Source
16 196 (7.52%) Data Analysis
16 196 (7.52%) Scrum
17 194 (7.44%) Predictive Analytics
18 174 (6.68%) Continuous Integration
19 168 (6.45%) Microservices
Programming Languages
1 1526 (58.56%) Python
2 940 (36.07%) Java
3 734 (28.17%) SQL
4 661 (25.36%) R
5 576 (22.10%) C++
6 410 (15.73%) Scala
7 342 (13.12%) C#
8 337 (12.93%) JavaScript
9 233 (8.94%) MATLAB
10 179 (6.87%) C
11 143 (5.49%) Ruby
12 68 (2.61%) Go
13 57 (2.19%) Bash Shell
14 50 (1.92%) Shell Script
15 48 (1.84%) PHP
16 44 (1.69%) Clojure
17 39 (1.50%) Perl
18 35 (1.34%) Groovy
19 32 (1.23%) Elixir
20 31 (1.19%) T-SQL
Qualifications
1 683 (26.21%) PhD
2 629 (24.14%) Degree
3 137 (5.26%) Computer Science Degree
4 114 (4.37%) Numerate Degree
5 105 (4.03%) Master's Degree
6 39 (1.50%) Security Cleared
7 11 (0.42%) PMI Certification
7 11 (0.42%) PMP
8 10 (0.38%) DV Cleared
9 9 (0.35%) SC Cleared
10 6 (0.23%) CISSP
10 6 (0.23%) Postgraduate
11 5 (0.19%) Microsoft Certification
12 4 (0.15%) MCP
13 3 (0.12%) CEH
13 3 (0.12%) GCIH
13 3 (0.12%) OSCP
14 2 (0.077%) ISEB
14 2 (0.077%) ITIL Certification
14 2 (0.077%) Sun Certification
Quality Assurance & Compliance
1 84 (3.22%) QA
2 46 (1.77%) Data Quality
3 18 (0.69%) GCP
4 13 (0.50%) ISO 14001
5 11 (0.42%) ISO 9001
6 10 (0.38%) ISO/IEC 27001
7 4 (0.15%) Actionable Recommendations
8 3 (0.12%) Cyber Essentials
8 3 (0.12%) SLA
9 2 (0.077%) Cyber Essentials PLUS
10 1 (0.038%) GPG13
10 1 (0.038%) ISO 13485
10 1 (0.038%) PCI DSS
10 1 (0.038%) PMO
System Software
1 192 (7.37%) Docker
2 27 (1.04%) HDFS
3 21 (0.81%) Firmware
4 17 (0.65%) VMware Infrastructure
5 13 (0.50%) Hyper-V
5 13 (0.50%) Virtual Machines
5 13 (0.50%) VirtualBox
6 12 (0.46%) Apache ZooKeeper
7 11 (0.42%) Xen
8 6 (0.23%) Apache Flume
8 6 (0.23%) Snort
9 5 (0.19%) etcd
9 5 (0.19%) Varnish
10 3 (0.12%) Gluster
10 3 (0.12%) iptables
10 3 (0.12%) NFS
11 1 (0.038%) Active Directory
11 1 (0.038%) KVM
11 1 (0.038%) LXC
11 1 (0.038%) Slurm Workload Manager
Systems Management
1 102 (3.91%) Opscode Chef
2 99 (3.80%) Kubernetes
3 98 (3.76%) Ansible
4 93 (3.57%) Puppet
5 42 (1.61%) Mesos
6 26 (1.00%) Terraform
7 19 (0.73%) Kibana
8 15 (0.58%) Salt
9 13 (0.50%) logstash
10 11 (0.42%) Grafana
11 10 (0.38%) Packer
12 7 (0.27%) StatsD
13 5 (0.19%) Consul
14 4 (0.15%) Capistrano
14 4 (0.15%) Docker Swarm
14 4 (0.15%) Munin
14 4 (0.15%) Oozie
14 4 (0.15%) Pingdom
14 4 (0.15%) ZABBIX
15 3 (0.12%) HAProxy
Vendors
1 202 (7.75%) Google
2 184 (7.06%) Microsoft
3 164 (6.29%) Tableau
4 141 (5.41%) SAP
5 96 (3.68%) Oracle
6 54 (2.07%) IBM
7 31 (1.19%) Cloudera
8 29 (1.11%) Hortonworks
9 24 (0.92%) Atlassian
10 23 (0.88%) New Relic
11 21 (0.81%) VMware
12 20 (0.77%) Teradata
13 19 (0.73%) MapR
13 19 (0.73%) Splunk
13 19 (0.73%) Twitter
14 18 (0.69%) AppDynamics
15 17 (0.65%) RapidMiner
16 15 (0.58%) Xamarin
17 13 (0.50%) MicroStrategy
17 13 (0.50%) Salesforce.com
Cambridge, Cambridgeshire
Evolution Recruitment Solutions
Salary: 45-55k + Share Scheme + 25 days holiday + Flexi time + work from home
Posted: 9 hours ago
Manchester, Lancashire
Agile Recruitment
Salary: £50000 - £65000 per annum + Unltd Holidays, Bonus and shares!
Posted: 8 hours ago
London
Venturi
Salary: £55000.00 - £80000.00 per annum + company benefits
Posted: 6 hours ago
London
Opus Recruitment Solutions Ltd
Salary: £90000 - £110000 per annum, Benefits Excellent Benefits and Bonus
Posted: 1 hour ago
City, London
Harvey Nash plc
Salary: £65000 per annum
Posted: 10 hours ago
London
IT Connections
Salary: to £60,000
Posted: 2 hours ago
London
Agile Recruitment
Salary: £50000 - £70000 per annum + Share options
Posted: 2 hours ago
City, London
Client Server
Salary: £95k to £120k + bonus + benefits
Posted: 11 hours ago
London
Opus Recruitment Solutions Ltd
Salary: £65000 - £90000 per annum, Benefits Benefits & Bonus included
Posted: 1 hour ago
London
set2recruit
Salary: Up to £100,000 per annum DOE
Posted: Yesterday
Northampton, Northamptonshire
IT Connections
Salary: £25,000 to £33,000
Posted: 6 hours ago
Cambridge, Cambridgeshire
ECM Selection
Salary: to £70k (DoE) + top benefits & bonus
Posted: Yesterday
London
Mortimer Spinks
Salary: £35000 - £60000 per annum
Posted: Yesterday
London
ClearCube Consulting
Salary: From £60,000 to £85,000 per annum + Stock Options
Posted: Yesterday
London
IT Connections
Salary: to £60000
Posted: 2 hours ago
Cambridge, Cambridgeshire
Java Source
Salary: £55k-£70k DOE + Pension, Healthcare, Stock Options, Bonus
Posted: 3 hours ago
Salford, Lancashire
Burns Sheehan
Salary: £30000 - £45000 per annum + Bonus inc remote working
Posted: 2 days ago
Oxford, Oxfordshire
ARC IT Recruitment Ltd
Salary: £DOE + Brilliant Benefits
Posted: 2 hours ago
London
Burns Sheehan
Salary: £55000 - £65000 per annum
Posted: Yesterday
Knutsford, Cheshire
McGregor Boyall
Salary: £60000 - £75000 per day + Benefits
Posted: 2 hours ago
City, London
Client Server
Salary: £75k to £90k + bonus + benefits
Posted: Yesterday
London
IT Connections
Salary: to £60000
Posted: 2 hours ago
Sheffield, South Yorkshire
Explore Group
Salary: £40000 - £60000 per annum
Posted: 2 days ago
City, London
TEKsystems
Salary: £45000 - £60000 per annum + bonus, benefits and stock
Posted: 2 days ago
Bristol, Avon
ECM Selection
Salary: to £60k DoE plus stock options
Posted: Yesterday
Cambridge, Cambridgeshire
ECM Selection
Salary: to £60k DoE plus stock options
Posted: Yesterday
Bristol, Avon
ECM Selection
Salary: £Excellent + benefits + options
Posted: Yesterday
City, London
Deerfoot IT Resources Ltd
Salary: £85000 - £110000 per annum + Excellent benefits
Posted: 2 days ago
Manchester, Lancashire
Premier IT
Posted: Yesterday
London
Digitech Resourcing Ltd
Salary: From £30,000 to £40,000 per annum
Posted: Yesterday